ControBench - Religion: leaderboard

ControBench (Ta Thanh Thuy et al., 2026) asks a model to infer a Reddit user's stance from the user's posts, comments and the comments they replied to, with labels taken from self-declared community flairs. This board is the nine-class religion topic (Christian, Islamic, Jewish, Hindu, Buddhist, Pagan, Satanist, non-theistic or philosophical, from r/DebateReligion and r/religion). Models are prompted one-shot at temperature 0 on a stratified 200-user sample, and the score is Macro-F1 in percent; higher is better.

Metric: Macro-F1 (%; 9-class user stance, one-shot prompting on a stratified 200-user sample). Source: arxiv.org. Saturation forecast: Around April 2027. 7 models tracked.

Top models

#ModelScoreOverall rank
1Kimi K253.71#435
2DeepSeek R149.97#467
3DeepSeek V3 (0324)48.83#704
4Qwen 3 235B A22B 2507 (Thinking)48.17#460
5Qwen 3 235B A22B46.65#622
6GPT-4o Mini42.97#1627
7Llama 3.1 8B Instruct32.03#4277

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=controbench-religion · How It Works · Data refreshed daily, snapshot 2026-11-12.